A survey on legal judgment prediction: Datasets, metrics, models and challenges

J Cui, X Shen, S Wen - IEEE Access, 2023 - ieeexplore.ieee.org
Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to
predict judgment results based on fact descriptions automatically. The present work …

Rethinking the field of automatic prediction of court decisions

M Medvedeva, M Wieling, M Vols - Artificial Intelligence and Law, 2023 - Springer
In this paper, we discuss previous research in automatic prediction of court decisions. We
define the difference between outcome identification, outcome-based judgement …

ILDC for CJPE: Indian legal documents corpus for court judgment prediction and explanation

V Malik, R Sanjay, SK Nigam, K Ghosh… - arxiv preprint arxiv …, 2021 - arxiv.org
An automated system that could assist a judge in predicting the outcome of a case would
help expedite the judicial process. For such a system to be practically useful, predictions by …

Natural language processing in law: Prediction of outcomes in the higher courts of Turkey

E Mumcuoğlu, CE Öztürk, HM Ozaktas, A Koç - Information Processing & …, 2021 - Elsevier
Natural language processing (NLP) based approaches have recently received attention for
legal systems of several countries. It is of interest to study the wide variety of legal systems …

Swiss-judgment-prediction: A multilingual legal judgment prediction benchmark

J Niklaus, I Chalkidis, M Stürmer - arxiv preprint arxiv:2110.00806, 2021 - arxiv.org
In many jurisdictions, the excessive workload of courts leads to high delays. Suitable
predictive AI models can assist legal professionals in their work, and thus enhance and …

[PDF][PDF] A meta analysis of attention models on legal judgment prediction system

G Sukanya, J Priyadarshini - International Journal of …, 2021 - pdfs.semanticscholar.org
Artificial Intelligence in legal research is transforming the legal area in manifold ways.
Pendency of court cases is a long-lasting problem in the judiciary due to various reasons …

Legal judgment prediction with multi-stage case representation learning in the real court setting

L Ma, Y Zhang, T Wang, X Liu, W Ye, C Sun… - Proceedings of the 44th …, 2021 - dl.acm.org
Legal judgment prediction (LJP) is an essential task for legal AI. While prior methods studied
on this topic in a pseudo setting by employing the judge-summarized case narrative as the …

Unsupervised law article mining based on deep pre-trained language representation models with application to the Italian civil code

A Tagarelli, A Simeri - Artificial Intelligence and Law, 2022 - Springer
Modeling law search and retrieval as prediction problems has recently emerged as a
predominant approach in law intelligence. Focusing on the law article retrieval task, we …

Judgment prediction via injecting legal knowledge into neural networks

L Gan, K Kuang, Y Yang, F Wu - Proceedings of the AAAI conference on …, 2021 - ojs.aaai.org
Abstract Legal Judgment Prediction (LJP) is a key problem in legal artificial intelligence,
which is aimed to predict a law case's judgment based on a given text describing the facts of …

Named-entity recognition in Turkish legal texts

C Çetindağ, B Yazıcıoğlu, A Koç - Natural Language Engineering, 2023 - cambridge.org
Natural language processing (NLP) technologies and applications in legal text processing
are gaining momentum. Being one of the most prominent tasks in NLP, named-entity …